Segunda exploración de datos
Martin Ehman - Gabriel Surraco
12 de noviembre de 2016
Dataset Color-Calibre
Tipos de datos del dataset:
## List of 5
## $ intasalustiana:'data.frame': 5160 obs. of 8 variables:
## ..$ fecha : Date[1:5160], format: "2010-12-29" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ color : Factor w/ 6 levels "100% color verde intenso o 0% color naranja",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ calibre : num [1:5160] 32 42 44 43 42 30 34 35 40 41 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 12 12 12 12 12 12 12 12 12 12 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 5 5 5 5 5 5 5 5 5 5 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 53 53 53 53 53 53 53 53 53 53 ...
## $ intanovar :'data.frame': 5360 obs. of 8 variables:
## ..$ fecha : Date[1:5360], format: "2010-12-29" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ color : Factor w/ 6 levels "100% color verde intenso o 0% color naranja",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ calibre : num [1:5360] 14 21 21 34 29 28 20 26 24 34 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 12 12 12 12 12 12 12 12 12 12 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 5 5 5 5 5 5 5 5 5 5 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 53 53 53 53 53 53 53 53 53 53 ...
## $ dtitonova :'data.frame': 10360 obs. of 8 variables:
## ..$ fecha : Date[1:10360], format: "2006-01-04" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ color : Factor w/ 6 levels "100% color verde intenso o 0% color naranja",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ calibre : num [1:10360] 27 27 27 27 27 27 27 27 21 21 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ dtitovlate :'data.frame': 13960 obs. of 8 variables:
## ..$ fecha : Date[1:13960], format: "2006-12-28" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ color : Factor w/ 6 levels "100% color verde intenso o 0% color naranja",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ calibre : num [1:13960] 38 41 31 36 38 35 32 34 32 41 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 12 12 12 12 12 12 12 12 12 12 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 53 53 53 53 53 53 53 53 53 53 ...
## $ loteiinova :'data.frame': 1120 obs. of 8 variables:
## ..$ fecha : Date[1:1120], format: "2013-11-06" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ color : Factor w/ 6 levels "100% color verde intenso o 0% color naranja",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ calibre : num [1:1120] 6 5 8 11 5 6 5 8 7 9 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 11 11 11 11 11 11 11 11 11 11 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 8 8 8 8 8 8 8 8 8 8 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 45 45 45 45 45 45 45 45 45 45 ...Rango de datos disponibles por lote:
## $intasalustiana
## [1] "2010-12-29" "2015-11-04"
##
## $intanovar
## [1] "2010-12-29" "2015-11-24"
##
## $dtitonova
## [1] "2006-01-04" "2015-12-11"
##
## $dtitovlate
## [1] "2006-12-28" "2015-12-11"
##
## $loteiinova
## [1] "2013-11-06" "2014-06-10"Calibre y color por lotes
Dataset FenologÃa
Tipos de datos del dataset:
## List of 5
## $ intasalustiana:'data.frame': 25200 obs. of 9 variables:
## ..$ fecha : Date[1:25200], format: "2010-10-01" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ altura : Factor w/ 3 levels "Alto","Medio",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ brotacion : Factor w/ 9 levels "B1","B2","B3",..: 3 3 3 3 7 3 3 7 5 4 ...
## ..$ floracion : Factor w/ 10 levels "F0","F10","F11",..: 4 4 4 4 4 4 4 4 4 4 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 10 10 10 10 10 10 10 10 10 10 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 5 5 5 5 5 5 5 5 5 5 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 40 40 40 40 40 40 40 40 40 40 ...
## $ intanovar :'data.frame': 25440 obs. of 9 variables:
## ..$ fecha : Date[1:25440], format: "2010-10-01" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ altura : Factor w/ 3 levels "Alto","Medio",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ brotacion : Factor w/ 9 levels "B1","B2","B3",..: 2 2 1 2 7 2 7 2 2 2 ...
## ..$ floracion : Factor w/ 10 levels "F0","F10","F11",..: 1 1 1 4 1 1 1 3 4 1 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 10 10 10 10 10 10 10 10 10 10 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 5 5 5 5 5 5 5 5 5 5 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 40 40 40 40 40 40 40 40 40 40 ...
## $ dtitonova :'data.frame': 56160 obs. of 9 variables:
## ..$ fecha : Date[1:56160], format: "2006-01-04" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ altura : Factor w/ 3 levels "Alto","Medio",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ brotacion : Factor w/ 9 levels "B1","B2","B3",..: 7 6 7 7 6 6 7 7 6 8 ...
## ..$ floracion : Factor w/ 10 levels "F0","F10","F11",..: 9 1 9 1 9 9 9 9 9 9 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ dtitovlate :'data.frame': 54360 obs. of 9 variables:
## ..$ fecha : Date[1:54360], format: "2006-01-04" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ altura : Factor w/ 3 levels "Alto","Medio",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ brotacion : Factor w/ 9 levels "B1","B2","B3",..: 7 7 7 7 7 7 7 7 7 7 ...
## ..$ floracion : Factor w/ 10 levels "F0","F10","F11",..: 1 9 9 1 1 9 1 1 1 1 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ loteiinova :'data.frame': 4080 obs. of 9 variables:
## ..$ fecha : Date[1:4080], format: "2013-09-27" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ altura : Factor w/ 3 levels "Alto","Medio",..: 1 1 1 1 2 2 2 2 3 3 ...
## ..$ orientacion : Factor w/ 4 levels "Sur","Este","Norte",..: 1 2 3 4 1 2 3 4 1 2 ...
## ..$ brotacion : Factor w/ 9 levels "B1","B2","B3",..: 7 1 7 7 7 7 7 7 7 7 ...
## ..$ floracion : Factor w/ 10 levels "F0","F10","F11",..: 1 2 4 6 5 6 4 6 6 6 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 9 9 9 9 9 9 9 9 9 9 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 8 8 8 8 8 8 8 8 8 8 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 39 39 39 39 39 39 39 39 39 39 ...Rangos disponibles por lote:
## $intasalustiana
## [1] "2010-10-01" "2015-11-04"
##
## $intanovar
## [1] "2010-10-01" "2015-11-24"
##
## $dtitonova
## [1] "2006-01-04" "2015-12-11"
##
## $dtitovlate
## [1] "2006-01-04" "2015-12-11"
##
## $loteiinova
## [1] "2013-09-27" "2014-06-10"Brotación por mes
Brotación por semana del año
Brotación por año
Floración por mes
Floración por semana del año
Floración por año
Dataset Estado de cultivos
Tipos de datos del dataset:
## List of 5
## $ intasalustiana:'data.frame': 2100 obs. of 6 variables:
## ..$ fecha : Date[1:2100], format: "2010-10-01" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 2 3 4 5 6 7 8 9 10 ...
## ..$ estado : Factor w/ 4 levels "Malo","Regular",..: 4 4 4 4 4 4 4 4 4 4 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 10 10 10 10 10 10 10 10 10 10 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 5 5 5 5 5 5 5 5 5 5 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 40 40 40 40 40 40 40 40 40 40 ...
## $ intanovar :'data.frame': 2120 obs. of 6 variables:
## ..$ fecha : Date[1:2120], format: "2010-10-01" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 2 3 4 5 6 7 8 9 10 ...
## ..$ estado : Factor w/ 4 levels "Malo","Regular",..: 4 3 4 4 3 4 4 4 4 4 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 10 10 10 10 10 10 10 10 10 10 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 5 5 5 5 5 5 5 5 5 5 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 40 40 40 40 40 40 40 40 40 40 ...
## $ dtitonova :'data.frame': 4680 obs. of 6 variables:
## ..$ fecha : Date[1:4680], format: "2006-01-04" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 2 3 4 5 6 7 8 9 10 ...
## ..$ estado : Factor w/ 4 levels "Malo","Regular",..: 4 4 4 4 4 4 4 4 3 4 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ dtitovlate :'data.frame': 4530 obs. of 6 variables:
## ..$ fecha : Date[1:4530], format: "2006-01-04" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 2 3 4 5 6 7 8 9 10 ...
## ..$ estado : Factor w/ 4 levels "Malo","Regular",..: 4 4 4 4 4 4 4 4 4 4 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 1 1 1 1 1 1 1 1 1 1 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 2 2 2 2 2 2 2 2 2 2 ...
## $ loteiinova :'data.frame': 340 obs. of 6 variables:
## ..$ fecha : Date[1:340], format: "2013-09-27" ...
## ..$ id_planta : Factor w/ 10 levels "1","2","3","4",..: 1 2 3 4 5 6 7 8 9 10 ...
## ..$ estado : Factor w/ 4 levels "Malo","Regular",..: 4 4 4 4 4 4 4 4 4 4 ...
## ..$ mes : Factor w/ 12 levels "ene","feb","mar",..: 9 9 9 9 9 9 9 9 9 9 ...
## ..$ anio : Factor w/ 10 levels "2006","2007",..: 8 8 8 8 8 8 8 8 8 8 ...
## ..$ sem_del_anio: Factor w/ 53 levels "1","2","3","4",..: 39 39 39 39 39 39 39 39 39 39 ...Rangos disponibles por lote:
## $intasalustiana
## [1] "2010-10-01" "2015-11-04"
##
## $intanovar
## [1] "2010-10-01" "2015-11-24"
##
## $dtitonova
## [1] "2006-01-04" "2015-12-11"
##
## $dtitovlate
## [1] "2006-01-04" "2015-12-11"
##
## $loteiinova
## [1] "2013-09-27" "2014-06-10"Estado de cultivos por semana del año
Estado de cultivos por mes
Estado de cultivos por año
Dataset Meteorologia
Precipitacion acumulada mensual
Precipitacion acumulada anual
Cantidad de dÃas con lluvia (por mes)
Cantidad de dÃas con lluvia (por año)
Temperatura promedio mensual
Temperatura promedio anual
Humedad promedio mensual
Humedad promedio anual
Velocidad del viento promedio mensual
Velocidad del viento promedio anual
Radiación global promedio mensual
Radiación global promedio anual
Humedad de la hoja promedio mensual
Humedad de la hoja promedio anual
